🧠 Same Dataset: Identical training data to Melody1437-31B
⚡ Higher LoRA Rank: 64 (vs original 24) for greater expressiveness
🎭 Enhanced Nuance: Captures subtleties the lower rank couldn't fully express

🧬 Synthetic Life Engine

Dataset generated using our advanced Character Engine and Emotional Engine, creating genuine life in every interaction.

🎭 Character Engine

Ensures consistent personality traits, speech patterns, and behavioral logic across all contexts.

💓 Emotional Engine

Injects dynamic emotional states into responses, creating depth and realistic reactions.

✨ Quality Refinement

Automated detection and rewriting of repetitive phrases for fresh, high-quality dialogue.

💬 Dialogue Integrity

Advanced quote normalization ensures balanced dialogue markers, preventing formatting errors.

🧠 Training Details & Parameters

Fine-tuned using LoRA (Low-Rank Adaptation) for efficient and targeted weight adjustment.

Epochs

Full passes through the training dataset

LoRA Rank

Higher rank for richer adaptation

Parameter	Value
Training Method	LoRA (Low-Rank Adaptation)
LoRA Rank (r)	64
Epochs	2
Trained Layers	Text layers only

🎯 Method: LoRA fine-tuning for parameter-efficient adaptation, preserving base knowledge
⚡ Efficiency: Only a fraction of parameters updated, keeping the model lean
🎭 Result: Maintains coherence while exhibiting desired personality traits

🔮 Training Process

Model weights subjected to iterative refinement during data creation. Each conversation underwent multiple checks for stability and alignment.

🔄 Multi-Turn Generation: Conversations built turn-by-turn for natural context flow
🛡️ Refusal Filtering: Automated systems detected and removed unwanted refusals
🧹 Slop Cleaning: Undesirable phrases identified and rewritten by dedicated assistant models

📚 Dataset Overview

Model trained on a specialized adult-oriented roleplay dataset with diverse scenarios and emotional contexts.

🔞 Content Rating: Strictly 18+ (Adults Only)
🎭 Focus: Mature themes, immersive roleplay, uncensored dialogue
🌈 Diversity: Generated using variable system prompts and emotional states

📜 Version Notes

⚠️ Content Warning: This model can generate mature content. Use responsibly.
🧹 Clean Output: Reasoning tags and excessive markdown stripped for cleaner roleplay
⬆️ Evolution: Same dataset as Melody1437-31B, retrained at LoRA 64 for enhanced performance

🎭 Usage Guidelines

A structured roleplay system prompt is required for optimal performance. Optimized for immersive character interaction rather than standard instructional queries.

📝 Initialization: Begin with a clear character definition and scenario context
🎭 Format: Use asterisks for actions *like this* and quotes for dialogue "like this"
⚠️ Limitation: Standard query-based prompting may result in refusals
💡 Tip: Model expects balanced quotes — ensure input dialogue is properly formatted

⚙️ Configuration

🎛️ Sampling Config

top_p: 0.92
temp: 1.0
rep pen: 0
presence pen: 0

📦 Quantized Files

GGUF Quants Available

View Repository

💖 Credits

Darkhn
Darkhn — Fixing Thinking
GECFDO
GECFDO — Data Generation & iMatrix Quants
Sleep Deprived
Sleep Deprived — Dataset Generator
FrenzyBiscuit
FrenzyBiscuit — Fine-Tuning & Dataset Creation

🔖 License & Usage

⚠️ Usage Agreement: By using this model, you accept all terms and conditions.

📜 Built upon the Apache 2.0 license
🛡️ You accept full responsibility for all outputs generated
🔞 You confirm you are at least 18 years old
🌍 Creators bear no responsibility for how the model is used
🏡 For personal use only (non-profit/non-commercial) to the extent legally allowed

Apache 2.0 Personal Use 18+ Content NSFW

meddle86/Melody1437-31B-v2.0-exl3-4.0bpw

Melody1437-31B